Goal: Identify samples that could potentially be considered as a combination of two dishes given their pictures
Input: Two separated folders with pictures of each class. The example provided here uses a dataset with 402 pictures of sandwiches and 402 pictures of sushi. Link
Only the best model obtained is shown here: MobileNet with input size (224,224) pretrained with Imagenet with a small fully connected classified trained and tuned with this data.
This implementation is largely influenced and reuses code from the following sources:
Francois Chollet: 'Building powerful image classification models using very little data' (main guide)
Bharat Kunwar: 'Sushi or Sandwich classifier' (base classifier)
Angel Martínez-Tenor: 'Data science projects with Keras' (setup, structure, and helper functions)
Download, extract & split the pictures (train, validation)
%matplotlib inline
import potential_dishes as di
# Download, extract & split the pictures (train, validation)
di.setup()
-- No GPU -- Keras v2.4.3 TensorFlow v2.4.1 Pictures: sandwich 402 sushi 402 old train directory deleted empty train directory created old validation directory deleted empty validation directory created Sets: train sandwich 282 train sushi 282 validation sandwich 120 validation sushi 120 setup .... OK
di.plot_samples()
pictures: sandwich 402 sushi 402
train_datagen, val_datagen = di.creteate_image_generators()
model_bottleneck, train_bottleneck, val_bottleneck, train_labels, val_labels = di.get_bottleneck(
train_datagen, val_datagen)
Image generators: Found 564 images belonging to 2 classes. Found 240 images belonging to 2 classes. Extracting bottleneck features: 18/18 [==============================] - 14s 763ms/step 8/8 [==============================] - 6s 672ms/step
model_top = di.build_top_nn(input_shape=train_bottleneck.shape[1:], summary=True)
model_top = di.train_nn(model_top,
train_bottleneck,
val_bottleneck,
train_labels,
val_labels,
show_plots=True)
Top classifier: Model: "sequential" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= flatten (Flatten) (None, 50176) 0 _________________________________________________________________ dense (Dense) (None, 16) 802832 _________________________________________________________________ activation (Activation) (None, 16) 0 _________________________________________________________________ dropout (Dropout) (None, 16) 0 _________________________________________________________________ dense_1 (Dense) (None, 1) 17 _________________________________________________________________ activation_1 (Activation) (None, 1) 0 ================================================================= Total params: 802,849 Trainable params: 802,849 Non-trainable params: 0 _________________________________________________________________ Training neural network.... 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Training loss: 0.0130 Validation loss: 0.3127 Training accuracy: 0.998 Validation accuracy: 0.887 Best model. Validation accuracy: 0.883
full_model = di.build_full_model(model_bottleneck, model_top)
Potential Dishes = pictures misclassified or with output (sigmoid) $\in$ (0.45, 0.55). Only the validation set is used here to avoid trained samples
di.predict_and_save_potential_dishes(full_model, val_datagen)
Potential combinations of Sandwich and Sushi: Found 240 images belonging to 2 classes. 32 files saved in 'output'
The best model obtained, based on transfer learning with a pretrained MobileNet, achieved accuracies between 89-92% on the validation set. Less than 80% of accuracy was obtained with smaller custom convolutional models without transfer learning.
The generator of the augmented images used to train the classifier is based on the fact that the dishes are usually centered and photographed from different angles.
The identified potential dishes contain both actual potential combination and no combination at all. New potential dishes can be obtained by changing the 'SEED' parameter in the main script (different validation set).
Better accuracies of the classifier can be obtained by training with a large dataset or by fine-tuning the top layers of the pre-trained MobileNet network. However, it is likely that the identification of potential dishes does not improve.
Alternate advanced methods could include Style Transfer or using Generative Adversarial Networks for combining data, as RemixNet.